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  • 标题:On the Restricted Almost Unbiased Ridge Estimator in Logistic Regression
  • 本地全文:下载
  • 作者:Nagarajah Varathan ; Pushpakanthie Wijekoon
  • 期刊名称:Open Journal of Statistics
  • 印刷版ISSN:2161-718X
  • 电子版ISSN:2161-7198
  • 出版年度:2016
  • 卷号:06
  • 期号:06
  • 页码:1076-1084
  • DOI:10.4236/ojs.2016.66087
  • 语种:English
  • 出版社:Scientific Research Publishing
  • 摘要:In this article, the restricted almost unbiased ridge logistic estimator (RAURLE) is proposed to estimate the parameter in a logistic regression model with exact linear re-strictions when there exists multicollinearity among explanatory variables. The performance of the proposed estimator over the maximum likelihood estimator (MLE), ridge logistic estimator (RLE), almost unbiased ridge logistic estimator (AURLE), and restricted maximum likelihood estimator (RMLE) with respect to different ridge parameters is investigated through a simulation study in terms of scalar mean square error.
  • 关键词:Multicollinearity;Ridge Estimator;Almost Unbiased Ridge Logistic Estimator;Linear Restrictions;Scalar Mean Square Error
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